Four hub PANRGs (MCL1, TNFRSF1A, STAT3, Hsp90aa1) were identified, enriched in MAPK and PI3K-AKT signaling pathways and negatively associated with oxidative phosphorylation, suggesting their involvement in stroke pathogenesis. The gene discussed is HSP90AA1; the disease is Stroke.